{"id":"W4387877716","doi":"10.1503/cmaj.230628","title":"Aspiration pneumonia","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Aspiration pneumonia; Pneumonia; Dysphagia; Medicine; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004020722,0.0004679051,0.0008066199,0.0008543276,0.00101456,0.00178926,0.0004384993,0.0008930843,0.02112893],"category_scores_gemma":[0.002922526,0.0001572748,0.0005214253,0.0008808786,0.0003784201,0.0008692341,0.0008339822,0.001485282,0.01016927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009473662,"about_ca_system_score_gemma":0.001722323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004542416,"about_ca_topic_score_gemma":0.004228998,"domain_scores_codex":[0.9989823,0.0001162612,0.0001190755,0.0001248304,0.0004786319,0.0001789627],"domain_scores_gemma":[0.9989712,0.0001119819,0.0002667039,0.00004762605,0.0004018719,0.0002004535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007280005,0.0004936507,0.1267038,0.003026258,0.0002435247,0.04871911,0.0004248965,0.0002715826,0.009739768,0.007317491,0.2424626,0.5598693],"study_design_scores_gemma":[0.000116444,0.0008641891,0.1425203,0.005679919,0.000309235,0.2981214,0.00107428,0.000707564,0.004674859,0.00941959,0.5363594,0.0001528651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1160401,0.2717817,0.02956378,0.01988471,0.007505124,0.002147012,0.01092681,0.002183303,0.5399674],"genre_scores_gemma":[0.7146673,0.1304153,0.01200397,0.02190386,0.006392399,0.000543279,0.009465026,0.0002877513,0.1043212],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02112893,"threshold_uncertainty_score":0.0706833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013195048556021,"score_gpt":0.3773888494523864,"score_spread":0.3472568989668262,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}